Improving Transformer-based Sequential Conversational Recommendations through Knowledge Graph Embeddings

Author:

Petruzzelli Alessandro1ORCID,Martina Alessandro Francesco Maria2ORCID,Spillo Giuseppe3ORCID,Musto Cataldo4ORCID,De Gemmis Marco5ORCID,Lops Pasquale6ORCID,Semeraro Giovanni7ORCID

Affiliation:

1. Department of Computer Science, University of Bari Aldo moro, Italy

2. University of Bari Aldo Moro, Italy

3. Computer Science, University of Bari, Italy

4. Department of Computer Science, Dipartimento di Informatica - University of Bari, Italy

5. Dept. of Computer Science, University of Bari Aldo Moro, Dept. of Computer Science, Italy

6. Department of Computer Science, University of Bari, Italy

7. University of Bari, Italy

Funder

PNRR project FAIR - Future AI Research (PE00000013), Spoke 6 - Symbiotic AI

Publisher

ACM

Reference51 articles.

1. Sören Auer Christian Bizer Georgi Kobilarov Jens Lehmann Richard Cyganiak and Zachary Ives. 2007. DBpedia: A Nucleus for a Web of Open Data. In The Semantic Web Karl Aberer Key-Sun Choi Natasha Noy Dean Allemang Kyung-Il Lee Lyndon Nixon Jennifer Golbeck Peter Mika Diana Maynard Riichiro Mizoguchi Guus Schreiber and Philippe Cudré-Mauroux (Eds.). Springer Berlin Heidelberg Berlin Heidelberg 722–735.

2. Giacomo Balloccu, Ludovico Boratto, Gianni Fenu, Francesca Maridina Malloci, and Mirko Marras. 2024. Explainable Recommender Systems with Knowledge Graphs and Language Models. In European Conference on Information Retrieval. Springer, 352–357.

3. Post Processing Recommender Systems with Knowledge Graphs for Recency, Popularity, and Diversity of Explanations

4. Antoine Bordes, Nicolas Usunier, Alberto Garcia-Duran, Jason Weston, and Oksana Yakhnenko. 2013. Translating embeddings for modeling multi-relational data. Advances in neural information processing systems 26 (2013), 2787–2795.

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